https://github.com/pockerman/probability_and_statistics_notes

Computational probability and statistics notes
https://github.com/pockerman/probability_and_statistics_notes

machine-learning mathematics optimization probability python statistics

Last synced: 2 days ago
JSON representation

Computational probability and statistics notes

• Host: GitHub
• URL: https://github.com/pockerman/probability_and_statistics_notes
• Owner: pockerman
• Created: 2023-04-15T07:36:51.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-12-17T08:19:54.000Z (22 days ago)
• Last Synced: 2024-12-17T09:28:52.751Z (22 days ago)
• Topics: machine-learning, mathematics, optimization, probability, python, statistics
• Language: Jupyter Notebook
• Homepage:
• Size: 2.28 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 22
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# Notes on Statistical Learning

This is a series of notes on probability and statistics. The notes are organised into 

jupyter notebooks. As the name suggests these are just notes, so many topics will lack the

rigorousness that a formal treatment of the subject would deliver.

## Creating a book

You can create a book from the notes using Quarto. 

You can preview the book by using the following on the top level directory of the project.

```

quarto preview

```

You can create a PDF document from the notebooks using

```

quarto render --to pdf

```

## Requirements

The notes depend on a set of requirements. You can use ```pip``` in order to

install what is needed.

```

pip install -r requirements.txt

```

In addition, the notes use the mlutils package.

Follow the instructions therein on how to install.